Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 615 |
| Missing cells | 31 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 62.6 KiB |
| Average record size in memory | 104.2 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 11 |
ALB is highly overall correlated with PROT | High correlation |
AST is highly overall correlated with GGT | High correlation |
GGT is highly overall correlated with AST | High correlation |
PROT is highly overall correlated with ALB | High correlation |
Category is highly imbalanced (64.9%) | Imbalance |
ALP has 18 (2.9%) missing values | Missing |
CHOL has 10 (1.6%) missing values | Missing |
Reproduction
| Analysis started | 2025-02-06 13:06:08.879531 |
|---|---|
| Analysis finished | 2025-02-06 13:06:29.324232 |
| Duration | 20.44 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Category
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 0=Blood Donor | |
|---|---|
| 3=Cirrhosis | 30 |
| 1=Hepatitis | 24 |
| 2=Fibrosis | 21 |
| 0s=suspect Blood Donor | 7 |
Length
| Max length | 22 |
|---|---|
| Median length | 13 |
| Mean length | 12.82439 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0=Blood Donor |
|---|---|
| 2nd row | 0=Blood Donor |
| 3rd row | 0=Blood Donor |
| 4th row | 0=Blood Donor |
| 5th row | 0=Blood Donor |
Common Values
| Value | Count | Frequency (%) |
| 0=Blood Donor | 533 | |
| 3=Cirrhosis | 30 | 4.9% |
| 1=Hepatitis | 24 | 3.9% |
| 2=Fibrosis | 21 | 3.4% |
| 0s=suspect Blood Donor | 7 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| donor | 540 | |
| 0=blood | 533 | |
| 3=cirrhosis | 30 | 2.6% |
| 1=hepatitis | 24 | 2.1% |
| 2=fibrosis | 21 | 1.8% |
| 0s=suspect | 7 | 0.6% |
| blood | 7 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2211 | |
| r | 621 | 7.9% |
| = | 615 | 7.8% |
| 547 | 6.9% | |
| 0 | 540 | 6.8% |
| B | 540 | 6.8% |
| d | 540 | 6.8% |
| l | 540 | 6.8% |
| D | 540 | 6.8% |
| n | 540 | 6.8% |
| Other values (16) | 653 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7887 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 2211 | |
| r | 621 | 7.9% |
| = | 615 | 7.8% |
| 547 | 6.9% | |
| 0 | 540 | 6.8% |
| B | 540 | 6.8% |
| d | 540 | 6.8% |
| l | 540 | 6.8% |
| D | 540 | 6.8% |
| n | 540 | 6.8% |
| Other values (16) | 653 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7887 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 2211 | |
| r | 621 | 7.9% |
| = | 615 | 7.8% |
| 547 | 6.9% | |
| 0 | 540 | 6.8% |
| B | 540 | 6.8% |
| d | 540 | 6.8% |
| l | 540 | 6.8% |
| D | 540 | 6.8% |
| n | 540 | 6.8% |
| Other values (16) | 653 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7887 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 2211 | |
| r | 621 | 7.9% |
| = | 615 | 7.8% |
| 547 | 6.9% | |
| 0 | 540 | 6.8% |
| B | 540 | 6.8% |
| d | 540 | 6.8% |
| l | 540 | 6.8% |
| D | 540 | 6.8% |
| n | 540 | 6.8% |
| Other values (16) | 653 | 8.3% |
Age
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.40813 |
| Minimum | 19 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 39 |
| median | 47 |
| Q3 | 54 |
| 95-th percentile | 64.3 |
| Maximum | 77 |
| Range | 58 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.055105 |
|---|---|
| Coefficient of variation (CV) | 0.21209665 |
| Kurtosis | -0.38647336 |
| Mean | 47.40813 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.26713449 |
| Sum | 29156 |
| Variance | 101.10515 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 46 | 32 | 5.2% |
| 48 | 28 | 4.6% |
| 33 | 25 | 4.1% |
| 51 | 24 | 3.9% |
| 52 | 22 | 3.6% |
| 49 | 21 | 3.4% |
| 50 | 21 | 3.4% |
| 35 | 21 | 3.4% |
| 47 | 20 | 3.3% |
| 43 | 20 | 3.3% |
| Other values (39) | 381 |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.2% |
| 23 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 27 | 1 | 0.2% |
| 29 | 2 | 0.3% |
| 30 | 1 | 0.2% |
| 32 | 17 | |
| 33 | 25 | |
| 34 | 19 | |
| 35 | 21 |
| Value | Count | Frequency (%) |
| 77 | 1 | 0.2% |
| 76 | 2 | 0.3% |
| 75 | 1 | 0.2% |
| 74 | 2 | 0.3% |
| 71 | 3 | 0.5% |
| 70 | 3 | 0.5% |
| 68 | 4 | |
| 67 | 3 | 0.5% |
| 66 | 4 | |
| 65 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | m |
|---|---|
| 2nd row | m |
| 3rd row | m |
| 4th row | m |
| 5th row | m |
Common Values
| Value | Count | Frequency (%) |
| m | 377 | |
| f | 238 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 377 | |
| f | 238 |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 377 | |
| f | 238 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 377 | |
| f | 238 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 377 | |
| f | 238 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 377 | |
| f | 238 |
ALB
Real number (ℝ)
High correlation
| Distinct | 189 |
|---|---|
| Distinct (%) | 30.8% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.620195 |
| Minimum | 14.9 |
|---|---|
| Maximum | 82.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 14.9 |
|---|---|
| 5-th percentile | 32.26 |
| Q1 | 38.8 |
| median | 41.95 |
| Q3 | 45.2 |
| 95-th percentile | 48.935 |
| Maximum | 82.2 |
| Range | 67.3 |
| Interquartile range (IQR) | 6.4 |
Descriptive statistics
| Standard deviation | 5.7806294 |
|---|---|
| Coefficient of variation (CV) | 0.13889001 |
| Kurtosis | 5.9833006 |
| Mean | 41.620195 |
| Median Absolute Deviation (MAD) | 3.15 |
| Skewness | -0.17676759 |
| Sum | 25554.8 |
| Variance | 33.415676 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 14 | 2.3% |
| 44.7 | 12 | 2.0% |
| 39.9 | 12 | 2.0% |
| 41 | 12 | 2.0% |
| 46.4 | 11 | 1.8% |
| 43 | 10 | 1.6% |
| 41.2 | 9 | 1.5% |
| 43.4 | 9 | 1.5% |
| 42 | 9 | 1.5% |
| 42.9 | 8 | 1.3% |
| Other values (179) | 508 |
| Value | Count | Frequency (%) |
| 14.9 | 1 | |
| 19.3 | 1 | |
| 20 | 1 | |
| 20.3 | 1 | |
| 21.6 | 1 | |
| 22.5 | 1 | |
| 23 | 2 | |
| 24 | 1 | |
| 24.9 | 1 | |
| 26.2 | 1 |
| Value | Count | Frequency (%) |
| 82.2 | 1 | |
| 62.9 | 1 | |
| 59.8 | 1 | |
| 59.7 | 1 | |
| 55.4 | 1 | |
| 54.4 | 1 | |
| 53.3 | 1 | |
| 53 | 1 | |
| 52.4 | 1 | |
| 52.2 | 1 |
ALP
Real number (ℝ)
Missing
| Distinct | 414 |
|---|---|
| Distinct (%) | 69.3% |
| Missing | 18 |
| Missing (%) | 2.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.28392 |
| Minimum | 11.3 |
|---|---|
| Maximum | 416.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 11.3 |
|---|---|
| 5-th percentile | 36.94 |
| Q1 | 52.5 |
| median | 66.2 |
| Q3 | 80.1 |
| 95-th percentile | 104 |
| Maximum | 416.6 |
| Range | 405.3 |
| Interquartile range (IQR) | 27.6 |
Descriptive statistics
| Standard deviation | 26.028315 |
|---|---|
| Coefficient of variation (CV) | 0.38117782 |
| Kurtosis | 54.972905 |
| Mean | 68.28392 |
| Median Absolute Deviation (MAD) | 13.7 |
| Skewness | 4.6549207 |
| Sum | 40765.5 |
| Variance | 677.4732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52.5 | 5 | 0.8% |
| 61.2 | 5 | 0.8% |
| 84.1 | 4 | 0.7% |
| 59.5 | 4 | 0.7% |
| 63.2 | 3 | 0.5% |
| 62.9 | 3 | 0.5% |
| 61.8 | 3 | 0.5% |
| 60 | 3 | 0.5% |
| 61.7 | 3 | 0.5% |
| 69.1 | 3 | 0.5% |
| Other values (404) | 561 | |
| (Missing) | 18 | 2.9% |
| Value | Count | Frequency (%) |
| 11.3 | 1 | |
| 19.1 | 1 | |
| 20.6 | 1 | |
| 22.9 | 1 | |
| 26.9 | 1 | |
| 27 | 1 | |
| 27.3 | 1 | |
| 27.5 | 1 | |
| 28.9 | 1 | |
| 29.6 | 2 |
| Value | Count | Frequency (%) |
| 416.6 | 1 | |
| 208.2 | 1 | |
| 190.7 | 1 | |
| 145 | 1 | |
| 143.1 | 1 | |
| 137.8 | 1 | |
| 137.2 | 1 | |
| 136.9 | 1 | |
| 126 | 1 | |
| 124 | 1 |
ALT
Real number (ℝ)
| Distinct | 341 |
|---|---|
| Distinct (%) | 55.5% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.450814 |
| Minimum | 0.9 |
|---|---|
| Maximum | 325.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 8.495 |
| Q1 | 16.4 |
| median | 23 |
| Q3 | 33.075 |
| 95-th percentile | 62.035 |
| Maximum | 325.3 |
| Range | 324.4 |
| Interquartile range (IQR) | 16.675 |
Descriptive statistics
| Standard deviation | 25.469689 |
|---|---|
| Coefficient of variation (CV) | 0.89521827 |
| Kurtosis | 47.129261 |
| Mean | 28.450814 |
| Median Absolute Deviation (MAD) | 7.6 |
| Skewness | 5.5061135 |
| Sum | 17468.8 |
| Variance | 648.70505 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.6 | 7 | 1.1% |
| 18.6 | 6 | 1.0% |
| 19.9 | 6 | 1.0% |
| 23 | 5 | 0.8% |
| 17.6 | 5 | 0.8% |
| 17.2 | 5 | 0.8% |
| 19.7 | 5 | 0.8% |
| 25.2 | 5 | 0.8% |
| 18.3 | 5 | 0.8% |
| 10.2 | 5 | 0.8% |
| Other values (331) | 560 |
| Value | Count | Frequency (%) |
| 0.9 | 1 | |
| 1.2 | 1 | |
| 1.3 | 1 | |
| 2.1 | 1 | |
| 2.3 | 1 | |
| 2.4 | 1 | |
| 2.5 | 1 | |
| 2.9 | 1 | |
| 3.5 | 1 | |
| 3.7 | 1 |
| Value | Count | Frequency (%) |
| 325.3 | 1 | |
| 258 | 1 | |
| 208.8 | 1 | |
| 164 | 1 | |
| 159 | 1 | |
| 130 | 1 | |
| 118.1 | 1 | |
| 118 | 1 | |
| 114 | 2 | |
| 103.6 | 1 |
AST
Real number (ℝ)
High correlation
| Distinct | 297 |
|---|---|
| Distinct (%) | 48.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.786341 |
| Minimum | 10.6 |
|---|---|
| Maximum | 324 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 10.6 |
|---|---|
| 5-th percentile | 16.67 |
| Q1 | 21.6 |
| median | 25.9 |
| Q3 | 32.9 |
| 95-th percentile | 91.84 |
| Maximum | 324 |
| Range | 313.4 |
| Interquartile range (IQR) | 11.3 |
Descriptive statistics
| Standard deviation | 33.09069 |
|---|---|
| Coefficient of variation (CV) | 0.95125526 |
| Kurtosis | 30.836641 |
| Mean | 34.786341 |
| Median Absolute Deviation (MAD) | 5.2 |
| Skewness | 4.940327 |
| Sum | 21393.6 |
| Variance | 1094.9938 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.9 | 7 | 1.1% |
| 24.3 | 7 | 1.1% |
| 22 | 7 | 1.1% |
| 20 | 6 | 1.0% |
| 17.5 | 6 | 1.0% |
| 21.2 | 6 | 1.0% |
| 25.7 | 6 | 1.0% |
| 19.4 | 6 | 1.0% |
| 24.7 | 6 | 1.0% |
| 22.1 | 6 | 1.0% |
| Other values (287) | 552 |
| Value | Count | Frequency (%) |
| 10.6 | 1 | |
| 12 | 1 | |
| 12.2 | 1 | |
| 13.1 | 1 | |
| 13.3 | 1 | |
| 14.1 | 2 | |
| 14.7 | 1 | |
| 14.8 | 1 | |
| 14.9 | 1 | |
| 15 | 2 |
| Value | Count | Frequency (%) |
| 324 | 1 | |
| 319.8 | 1 | |
| 285.8 | 1 | |
| 263.1 | 1 | |
| 188.7 | 1 | |
| 187.9 | 1 | |
| 187.7 | 1 | |
| 185 | 1 | |
| 181.8 | 1 | |
| 164.2 | 1 |
BIL
Real number (ℝ)
| Distinct | 188 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.396748 |
| Minimum | 0.8 |
|---|---|
| Maximum | 254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0.8 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5.3 |
| median | 7.3 |
| Q3 | 11.2 |
| 95-th percentile | 24.03 |
| Maximum | 254 |
| Range | 253.2 |
| Interquartile range (IQR) | 5.9 |
Descriptive statistics
| Standard deviation | 19.67315 |
|---|---|
| Coefficient of variation (CV) | 1.7262073 |
| Kurtosis | 83.186732 |
| Mean | 11.396748 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | 8.3854367 |
| Sum | 7009 |
| Variance | 387.03282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 13 | 2.1% |
| 7 | 12 | 2.0% |
| 6.9 | 11 | 1.8% |
| 6.1 | 11 | 1.8% |
| 4.1 | 11 | 1.8% |
| 5.7 | 11 | 1.8% |
| 6.3 | 10 | 1.6% |
| 6.8 | 10 | 1.6% |
| 3.7 | 10 | 1.6% |
| 5.8 | 9 | 1.5% |
| Other values (178) | 507 |
| Value | Count | Frequency (%) |
| 0.8 | 1 | 0.2% |
| 1.8 | 1 | 0.2% |
| 2 | 1 | 0.2% |
| 2.1 | 1 | 0.2% |
| 2.2 | 2 | 0.3% |
| 2.3 | 2 | 0.3% |
| 2.4 | 6 | |
| 2.6 | 3 | |
| 2.7 | 3 | |
| 2.8 | 4 |
| Value | Count | Frequency (%) |
| 254 | 1 | |
| 209 | 1 | |
| 200 | 2 | |
| 119 | 1 | |
| 117 | 1 | |
| 91 | 1 | |
| 67 | 1 | |
| 59.1 | 1 | |
| 58 | 1 | |
| 50 | 1 |
CHE
Real number (ℝ)
| Distinct | 407 |
|---|---|
| Distinct (%) | 66.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.1966341 |
| Minimum | 1.42 |
|---|---|
| Maximum | 16.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 1.42 |
|---|---|
| 5-th percentile | 4.541 |
| Q1 | 6.935 |
| median | 8.26 |
| Q3 | 9.59 |
| 95-th percentile | 11.362 |
| Maximum | 16.41 |
| Range | 14.99 |
| Interquartile range (IQR) | 2.655 |
Descriptive statistics
| Standard deviation | 2.2056573 |
|---|---|
| Coefficient of variation (CV) | 0.26909305 |
| Kurtosis | 1.3147301 |
| Mean | 8.1966341 |
| Median Absolute Deviation (MAD) | 1.33 |
| Skewness | -0.11023271 |
| Sum | 5040.93 |
| Variance | 4.864924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.52 | 6 | 1.0% |
| 9.82 | 5 | 0.8% |
| 5.95 | 5 | 0.8% |
| 7.1 | 5 | 0.8% |
| 8.84 | 4 | 0.7% |
| 7.93 | 4 | 0.7% |
| 7 | 4 | 0.7% |
| 7.5 | 4 | 0.7% |
| 8.9 | 4 | 0.7% |
| 7.87 | 4 | 0.7% |
| Other values (397) | 570 |
| Value | Count | Frequency (%) |
| 1.42 | 1 | |
| 1.48 | 1 | |
| 1.54 | 1 | |
| 1.57 | 1 | |
| 1.66 | 1 | |
| 1.72 | 1 | |
| 1.73 | 1 | |
| 1.8 | 2 | |
| 1.88 | 1 | |
| 2 | 1 |
| Value | Count | Frequency (%) |
| 16.41 | 1 | |
| 15.43 | 1 | |
| 15.4 | 2 | |
| 15.1 | 1 | |
| 14.8 | 1 | |
| 13.86 | 1 | |
| 13.8 | 2 | |
| 13.71 | 1 | |
| 13.3 | 1 | |
| 12.86 | 1 |
CHOL
Real number (ℝ)
Missing
| Distinct | 313 |
|---|---|
| Distinct (%) | 51.7% |
| Missing | 10 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3680992 |
| Minimum | 1.43 |
|---|---|
| Maximum | 9.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 1.43 |
|---|---|
| 5-th percentile | 3.622 |
| Q1 | 4.61 |
| median | 5.3 |
| Q3 | 6.06 |
| 95-th percentile | 7.29 |
| Maximum | 9.67 |
| Range | 8.24 |
| Interquartile range (IQR) | 1.45 |
Descriptive statistics
| Standard deviation | 1.1327284 |
|---|---|
| Coefficient of variation (CV) | 0.21101109 |
| Kurtosis | 0.69402289 |
| Mean | 5.3680992 |
| Median Absolute Deviation (MAD) | 0.73 |
| Skewness | 0.37582755 |
| Sum | 3247.7 |
| Variance | 1.2830737 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.07 | 8 | 1.3% |
| 5.1 | 8 | 1.3% |
| 5.3 | 7 | 1.1% |
| 5.73 | 6 | 1.0% |
| 5.9 | 6 | 1.0% |
| 5.88 | 5 | 0.8% |
| 4.55 | 5 | 0.8% |
| 4.68 | 5 | 0.8% |
| 5.31 | 5 | 0.8% |
| 5.42 | 5 | 0.8% |
| Other values (303) | 545 | |
| (Missing) | 10 | 1.6% |
| Value | Count | Frequency (%) |
| 1.43 | 1 | |
| 2.4 | 1 | |
| 2.61 | 1 | |
| 2.79 | 1 | |
| 2.86 | 1 | |
| 3.01 | 1 | |
| 3.02 | 1 | |
| 3.09 | 2 | |
| 3.1 | 1 | |
| 3.19 | 1 |
| Value | Count | Frequency (%) |
| 9.67 | 1 | |
| 9.43 | 1 | |
| 9.03 | 1 | |
| 8.89 | 1 | |
| 8.8 | 1 | |
| 8.78 | 1 | |
| 8.6 | 1 | |
| 8.46 | 1 | |
| 8.36 | 1 | |
| 8.28 | 1 |
CREA
Real number (ℝ)
| Distinct | 117 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.287805 |
| Minimum | 8 |
|---|---|
| Maximum | 1079.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 55.55 |
| Q1 | 67 |
| median | 77 |
| Q3 | 88 |
| 95-th percentile | 106 |
| Maximum | 1079.1 |
| Range | 1071.1 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 49.756166 |
|---|---|
| Coefficient of variation (CV) | 0.61209878 |
| Kurtosis | 280.10024 |
| Mean | 81.287805 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 15.169291 |
| Sum | 49992 |
| Variance | 2475.6761 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 74 | 21 | 3.4% |
| 70 | 20 | 3.3% |
| 72 | 19 | 3.1% |
| 67 | 18 | 2.9% |
| 83 | 17 | 2.8% |
| 64 | 16 | 2.6% |
| 88 | 16 | 2.6% |
| 86 | 15 | 2.4% |
| 69 | 15 | 2.4% |
| 71 | 15 | 2.4% |
| Other values (107) | 443 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 9 | 1 | |
| 29 | 1 | |
| 32 | 1 | |
| 40 | 1 | |
| 41 | 1 | |
| 45.4 | 1 | |
| 48 | 1 | |
| 49.6 | 1 | |
| 50 | 2 |
| Value | Count | Frequency (%) |
| 1079.1 | 1 | |
| 519 | 1 | |
| 485.9 | 1 | |
| 170 | 1 | |
| 158.2 | 1 | |
| 147.3 | 1 | |
| 136.1 | 1 | |
| 127 | 1 | |
| 119 | 1 | |
| 118.2 | 1 |
GGT
Real number (ℝ)
High correlation
| Distinct | 358 |
|---|---|
| Distinct (%) | 58.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.533171 |
| Minimum | 4.5 |
|---|---|
| Maximum | 650.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 10.27 |
| Q1 | 15.7 |
| median | 23.3 |
| Q3 | 40.2 |
| 95-th percentile | 108.5 |
| Maximum | 650.9 |
| Range | 646.4 |
| Interquartile range (IQR) | 24.5 |
Descriptive statistics
| Standard deviation | 54.661071 |
|---|---|
| Coefficient of variation (CV) | 1.3826635 |
| Kurtosis | 43.712579 |
| Mean | 39.533171 |
| Median Absolute Deviation (MAD) | 9.3 |
| Skewness | 5.6327341 |
| Sum | 24312.9 |
| Variance | 2987.8327 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.5 | 6 | 1.0% |
| 24.1 | 6 | 1.0% |
| 19.1 | 6 | 1.0% |
| 13 | 6 | 1.0% |
| 15.9 | 5 | 0.8% |
| 11.4 | 5 | 0.8% |
| 12.3 | 5 | 0.8% |
| 20.8 | 5 | 0.8% |
| 17.4 | 5 | 0.8% |
| 10.4 | 5 | 0.8% |
| Other values (348) | 561 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | 0.2% |
| 4.9 | 1 | 0.2% |
| 6.4 | 1 | 0.2% |
| 7 | 2 | |
| 7.1 | 1 | 0.2% |
| 7.2 | 1 | 0.2% |
| 7.4 | 1 | 0.2% |
| 7.6 | 1 | 0.2% |
| 7.9 | 3 | |
| 8 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 650.9 | 1 | |
| 491 | 1 | |
| 400.3 | 1 | |
| 399.5 | 1 | |
| 392.2 | 1 | |
| 345.6 | 1 | |
| 295.6 | 1 | |
| 273.7 | 1 | |
| 239 | 1 | |
| 218.3 | 1 |
PROT
Real number (ℝ)
High correlation
| Distinct | 198 |
|---|---|
| Distinct (%) | 32.2% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.044137 |
| Minimum | 44.8 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 44.8 |
|---|---|
| 5-th percentile | 64.1 |
| Q1 | 69.3 |
| median | 72.2 |
| Q3 | 75.4 |
| 95-th percentile | 80.04 |
| Maximum | 90 |
| Range | 45.2 |
| Interquartile range (IQR) | 6.1 |
Descriptive statistics
| Standard deviation | 5.4026357 |
|---|---|
| Coefficient of variation (CV) | 0.074990637 |
| Kurtosis | 3.5445292 |
| Mean | 72.044137 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.96368739 |
| Sum | 44235.1 |
| Variance | 29.188473 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 71.9 | 15 | 2.4% |
| 73.1 | 13 | 2.1% |
| 72 | 9 | 1.5% |
| 69.9 | 9 | 1.5% |
| 72.4 | 9 | 1.5% |
| 71.3 | 8 | 1.3% |
| 70.5 | 8 | 1.3% |
| 75.2 | 8 | 1.3% |
| 71.8 | 8 | 1.3% |
| 71 | 7 | 1.1% |
| Other values (188) | 520 |
| Value | Count | Frequency (%) |
| 44.8 | 1 | |
| 47 | 1 | |
| 47.8 | 2 | |
| 51 | 1 | |
| 53.1 | 1 | |
| 53.2 | 1 | |
| 54.2 | 1 | |
| 56.3 | 1 | |
| 56.9 | 2 | |
| 57 | 1 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 86.5 | 1 | |
| 86 | 1 | |
| 84 | 1 | |
| 83.4 | 1 | |
| 83.3 | 1 | |
| 82.7 | 1 | |
| 82.6 | 1 | |
| 82.4 | 1 | |
| 82.3 | 1 |
Interactions
Correlations
| ALB | ALP | ALT | AST | Age | BIL | CHE | CHOL | CREA | Category | GGT | PROT | Sex | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ALB | 1.000 | -0.054 | 0.182 | 0.027 | -0.160 | 0.103 | 0.327 | 0.141 | 0.243 | 0.422 | 0.032 | 0.514 | 0.213 |
| ALP | -0.054 | 1.000 | 0.212 | 0.056 | 0.179 | -0.081 | 0.128 | 0.152 | 0.053 | 0.269 | 0.152 | 0.021 | 0.075 |
| ALT | 0.182 | 0.212 | 1.000 | 0.497 | -0.045 | 0.140 | 0.328 | 0.169 | 0.297 | 0.347 | 0.419 | 0.219 | 0.200 |
| AST | 0.027 | 0.056 | 0.497 | 1.000 | 0.087 | 0.356 | 0.102 | -0.061 | 0.163 | 0.387 | 0.505 | 0.171 | 0.104 |
| Age | -0.160 | 0.179 | -0.045 | 0.087 | 1.000 | -0.005 | -0.053 | 0.172 | -0.048 | 0.252 | 0.100 | -0.101 | 0.127 |
| BIL | 0.103 | -0.081 | 0.140 | 0.356 | -0.005 | 1.000 | -0.068 | -0.118 | 0.190 | 0.280 | 0.247 | 0.144 | 0.019 |
| CHE | 0.327 | 0.128 | 0.328 | 0.102 | -0.053 | -0.068 | 1.000 | 0.400 | 0.210 | 0.382 | 0.156 | 0.293 | 0.187 |
| CHOL | 0.141 | 0.152 | 0.169 | -0.061 | 0.172 | -0.118 | 0.400 | 1.000 | 0.069 | 0.261 | 0.064 | 0.156 | 0.000 |
| CREA | 0.243 | 0.053 | 0.297 | 0.163 | -0.048 | 0.190 | 0.210 | 0.069 | 1.000 | 0.214 | 0.148 | 0.133 | 0.000 |
| Category | 0.422 | 0.269 | 0.347 | 0.387 | 0.252 | 0.280 | 0.382 | 0.261 | 0.214 | 1.000 | 0.343 | 0.446 | 0.077 |
| GGT | 0.032 | 0.152 | 0.419 | 0.505 | 0.100 | 0.247 | 0.156 | 0.064 | 0.148 | 0.343 | 1.000 | 0.184 | 0.145 |
| PROT | 0.514 | 0.021 | 0.219 | 0.171 | -0.101 | 0.144 | 0.293 | 0.156 | 0.133 | 0.446 | 0.184 | 1.000 | 0.046 |
| Sex | 0.213 | 0.075 | 0.200 | 0.104 | 0.127 | 0.019 | 0.187 | 0.000 | 0.000 | 0.077 | 0.145 | 0.046 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Category | Age | Sex | ALB | ALP | ALT | AST | BIL | CHE | CHOL | CREA | GGT | PROT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0=Blood Donor | 32 | m | 38.5 | 52.5 | 7.7 | 22.1 | 7.5 | 6.93 | 3.23 | 106.0 | 12.1 | 69.0 |
| 1 | 0=Blood Donor | 32 | m | 38.5 | 70.3 | 18.0 | 24.7 | 3.9 | 11.17 | 4.80 | 74.0 | 15.6 | 76.5 |
| 2 | 0=Blood Donor | 32 | m | 46.9 | 74.7 | 36.2 | 52.6 | 6.1 | 8.84 | 5.20 | 86.0 | 33.2 | 79.3 |
| 3 | 0=Blood Donor | 32 | m | 43.2 | 52.0 | 30.6 | 22.6 | 18.9 | 7.33 | 4.74 | 80.0 | 33.8 | 75.7 |
| 4 | 0=Blood Donor | 32 | m | 39.2 | 74.1 | 32.6 | 24.8 | 9.6 | 9.15 | 4.32 | 76.0 | 29.9 | 68.7 |
| 5 | 0=Blood Donor | 32 | m | 41.6 | 43.3 | 18.5 | 19.7 | 12.3 | 9.92 | 6.05 | 111.0 | 91.0 | 74.0 |
| 6 | 0=Blood Donor | 32 | m | 46.3 | 41.3 | 17.5 | 17.8 | 8.5 | 7.01 | 4.79 | 70.0 | 16.9 | 74.5 |
| 7 | 0=Blood Donor | 32 | m | 42.2 | 41.9 | 35.8 | 31.1 | 16.1 | 5.82 | 4.60 | 109.0 | 21.5 | 67.1 |
| 8 | 0=Blood Donor | 32 | m | 50.9 | 65.5 | 23.2 | 21.2 | 6.9 | 8.69 | 4.10 | 83.0 | 13.7 | 71.3 |
| 9 | 0=Blood Donor | 32 | m | 42.4 | 86.3 | 20.3 | 20.0 | 35.2 | 5.46 | 4.45 | 81.0 | 15.9 | 69.9 |
| Category | Age | Sex | ALB | ALP | ALT | AST | BIL | CHE | CHOL | CREA | GGT | PROT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 605 | 3=Cirrhosis | 42 | f | 33.0 | 79.0 | 3.7 | 55.7 | 200.0 | 1.72 | 5.16 | 89.1 | 146.3 | 69.9 |
| 606 | 3=Cirrhosis | 49 | f | 33.0 | 190.7 | 1.2 | 36.3 | 7.0 | 6.92 | 3.82 | 485.9 | 112.0 | 58.5 |
| 607 | 3=Cirrhosis | 52 | f | 39.0 | 37.0 | 1.3 | 30.4 | 21.0 | 6.33 | 3.78 | 158.2 | 142.5 | 82.7 |
| 608 | 3=Cirrhosis | 58 | f | 34.0 | 46.4 | 15.0 | 150.0 | 8.0 | 6.26 | 3.98 | 56.0 | 49.7 | 80.6 |
| 609 | 3=Cirrhosis | 59 | f | 39.0 | 51.3 | 19.6 | 285.8 | 40.0 | 5.77 | 4.51 | 136.1 | 101.1 | 70.5 |
| 610 | 3=Cirrhosis | 62 | f | 32.0 | 416.6 | 5.9 | 110.3 | 50.0 | 5.57 | 6.30 | 55.7 | 650.9 | 68.5 |
| 611 | 3=Cirrhosis | 64 | f | 24.0 | 102.8 | 2.9 | 44.4 | 20.0 | 1.54 | 3.02 | 63.0 | 35.9 | 71.3 |
| 612 | 3=Cirrhosis | 64 | f | 29.0 | 87.3 | 3.5 | 99.0 | 48.0 | 1.66 | 3.63 | 66.7 | 64.2 | 82.0 |
| 613 | 3=Cirrhosis | 46 | f | 33.0 | NaN | 39.0 | 62.0 | 20.0 | 3.56 | 4.20 | 52.0 | 50.0 | 71.0 |
| 614 | 3=Cirrhosis | 59 | f | 36.0 | NaN | 100.0 | 80.0 | 12.0 | 9.07 | 5.30 | 67.0 | 34.0 | 68.0 |